{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.decomposition import PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'setosa', 'versicolor', 'virginica'}\n",
      "(150, 5)\n",
      "   sepal_length  sepal_width  petal_length  petal_width species\n",
      "0           5.1          3.5           1.4          0.2  setosa\n",
      "1           4.9          3.0           1.4          0.2  setosa\n",
      "2           4.7          3.2           1.3          0.2  setosa\n",
      "3           4.6          3.1           1.5          0.2  setosa\n",
      "4           5.0          3.6           1.4          0.2  setosa\n",
      "setosa        50\n",
      "versicolor    50\n",
      "virginica     50\n",
      "Name: species, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "#加载数据\n",
    "data=sns.load_dataset('iris')\n",
    "\n",
    "#打印数据信息\n",
    "print(set(data['species'].values))\n",
    "print(data.shape)\n",
    "print(data.head())\n",
    "print(data['species'].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#可视化维度关系\n",
    "values=data.iloc[:,:4]#取前四列\n",
    "correlation=values.corr()#列与列之间的相关系数\n",
    "fig,ax=plt.subplots(figsize=(8,8))\n",
    "\n",
    "#热力图\n",
    "sns.heatmap(correlation,annot=True,annot_kws={'size':10},\\\n",
    "            cmap='Reds',square=True,ax=ax);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 804.75x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#散点关系图\n",
    "sns.pairplot(data,hue='species');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "explained variance ratio:[0.92461872 0.05306648 0.01710261 0.00521218]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#使用PCA分析数据集（4个主成分）\n",
    "pca4=PCA(n_components=4)\n",
    "pc4=pca4.fit_transform(values)\n",
    "\n",
    "#各个主成分所占的比例\n",
    "print('explained variance ratio:%s' % pca4.explained_variance_ratio_)\n",
    "\n",
    "#可视化主成分累加结果\n",
    "plt.plot(range(1,5),np.cumsum(pca4.explained_variance_ratio_))\n",
    "plt.scatter(range(1,5),np.cumsum(pca4.explained_variance_ratio_))\n",
    "\n",
    "plt.xlim(0,5)\n",
    "plt.ylim(0.9,1.02)\n",
    "\n",
    "plt.xlabel('numbere of components')\n",
    "plt.ylabel('cumsum explained variance');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pc1</th>\n",
       "      <th>pc2</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-2.684126</td>\n",
       "      <td>0.319397</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-2.714142</td>\n",
       "      <td>-0.177001</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-2.888991</td>\n",
       "      <td>-0.144949</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-2.745343</td>\n",
       "      <td>-0.318299</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-2.728717</td>\n",
       "      <td>0.326755</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        pc1       pc2 species\n",
       "0 -2.684126  0.319397  setosa\n",
       "1 -2.714142 -0.177001  setosa\n",
       "2 -2.888991 -0.144949  setosa\n",
       "3 -2.745343 -0.318299  setosa\n",
       "4 -2.728717  0.326755  setosa"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#2个主成分\n",
    "pca2=PCA(n_components=2)\n",
    "pc2=pca2.fit_transform(values)\n",
    "pc2_df=pd.DataFrame(pc2,columns=['pc1','pc2'])\n",
    "pc2_df['species']=data['species']\n",
    "pc2_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.36138659 -0.08452251  0.85667061  0.3582892 ]\n",
      " [ 0.65658877  0.73016143 -0.17337266 -0.07548102]]\n"
     ]
    }
   ],
   "source": [
    "#2个主成分内容\n",
    "comp=pca2.components_\n",
    "print(comp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-2.684125625969537\n"
     ]
    }
   ],
   "source": [
    "#验证comp[0]·values.iloc[0]是否等于-2.684126\n",
    "'''\n",
    "sklearn在进行PCA计算时，数据要进行“中心化”，\n",
    "即每个数据减去这组数据的平均值，这样做主要是为了后续方便计算。\n",
    "'''\n",
    "result=np.dot(comp[0],(values.iloc[0]-values.mean(axis=0)))\n",
    "print(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#数据从4维降到2维，绘制二维图\n",
    "\n",
    "#提取各个物种对应的主成分数据\n",
    "setosa=pc2_df[pc2_df['species']=='setosa']# print(setosa)\n",
    "virginica=pc2_df[pc2_df['species']=='virginica']\n",
    "versicolor=pc2_df[pc2_df['species']=='versicolor']\n",
    "\n",
    "fig,ax=plt.subplots(figsize=(8,8))\n",
    "\n",
    "plt.scatter(setosa['pc1'],setosa['pc2'],alpha=0.5,color='red',label='setosa')\n",
    "plt.scatter(virginica['pc1'],virginica['pc2'],alpha=0.5,color='green',label='virginica')\n",
    "plt.scatter(versicolor['pc1'],versicolor['pc2'],alpha=0.5,color='blue',label='versicolor')\n",
    "\n",
    "plt.legend(loc='best')\n",
    "plt.xlabel('pc1')\n",
    "plt.ylabel('pc2');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
